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72 of 92,923 servers match, ranked by overall score.
| # | Server | Tools | Spec posture | Score | Grade |
|---|---|---|---|---|---|
| 1 | doris-mcp-server apache/doris-mcp-server exec_queryget_db_listget_db_table_list |
| 8 |
| <=2025-11-25 |
| 69/100 |
| C |
| 2 | plydb kineticloom/plydb get_semantic_contextquery | 2 | 2025-06-18+ | 69/100 | C |
| 3 | guardrail tpdox/guardrail guardrail_checksguardrail_model_contextguardrail_review+2 | 5 | 2026-07-28+ | 68/100 | C |
| 4 | juglans juglans-ai/juglans edit_fileread_filewrite_file | 3 | <=2025-11-25 | 68/100 | C |
| 5 | faostat-mcp berba-q/faostat-mcp faostat_get_balancefaostat_get_codesfaostat_get_data+14 | 17 | <=2025-11-25 | 67/100 | C |
| 6 | mineru-tianshu magicyuan876/mineru-tianshu get_queue_statsget_task_statuslist_tasks+1 | 4 | <=2025-11-25 | 67/100 | C |
| 7 | alphafold-sovereign-mcp smaniches/alphafold-sovereign-mcp export_research_datasetfind_drug_gene_networkget_knowledge_graph_stats+2 | 5 | <=2025-11-25 | 64/100 | C |
| 8 | holoviz-mcp marcskovmadsen/holoviz-mcp gethvplot_gethvplot_list+12 | 15 | <=2025-11-25 | 63/100 | C |
| 9 | nlsql-mcp-server-npm tushar-badhwar/nlsql-mcp-server-npm analyze_schemaconnectconnect_database+14 | 17 | <=2025-11-25 | 63/100 | C |
| 10 | schemabrain Arun-kc/schemabrain describe_columndescribe_entitydescribe_table+9 | 12 | 2026-07-28+ | 63/100 | C |
| 11 | contextkit Quiet-Victory-Labs/contextkit db_describe_tabledb_list_schemasdb_list_tables+11 | 14 | 2026-07-28+ | 62/100 | C |
| 12 | jsboige-mcp-servers jsboige/jsboige-mcp-servers access_jina_resourceadd_cellcleanup_all_kernels+17 | 20 | <=2025-11-25 | 62/100 | C |
| 13 | Contextcore lucifer-ux/Contextcore fetch_contentget_codebase_contextget_codebase_index+9 | 12 | 2026-07-28+ | 61/100 | C |
| 14 | indexing-co-mcp indexing-co/indexing-co-mcp backfillchartclear_events+11 | 14 | 2026-07-28+ | 61/100 | C |
| 15 | cgc anthonylee991/cgc cgc_add_sourcecgc_chunkcgc_discover+9 | 12 | 2026-07-28+ | 60/100 | C |
| 16 | hpc-mcp converged-computing/hpc-mcp database_createdatabase_insertdatabase_list_schemas+19 | 22 | 2026-07-28+ | 60/100 | C |
| 17 | mcp-statcan Aryan-Jhaveri/mcp-statcan fetch_vectors_to_databaseget_all_cubes_listget_all_cubes_list_lite+8 | 11 | 2026-07-28+ | 60/100 | C |
| 18 | localdata-mcp ChrisGVE/localdata-mcp analyze_networkexecute_enhanced_queryget_database_status+12 | 15 | <=2025-11-25 | 49/100 | F |
| 19 | mcp-ols mathpn/mcp-ols create_analysis_sessioncreate_residual_plotsdescribe_data+4 | 7 | 2026-07-28+ | 49/100 | F |
| 20 | gmail-mcp-server-by-cdata CDataSoftware/gmail-mcp-server-by-cdata gmail_get_columnsgmail_get_tablesgmail_run_query | 3 | <=2025-11-25 | 48/100 | F |
| 21 | mcp-guide wikibook/mcp-guide addbasic_data_checkcol_data_analysis+24 | 27 | 2026-07-28+ | 48/100 | F |
| 22 | Telegram-AI-MCP-Assistant-Bot shettysaish20/Telegram-AI-MCP-Assistant-Bot addadd_columnsadd_rows+33 | 36 | <=2025-11-25 | 47/100 | F |
| 23 | neuron-mcp neurondb/neuron-mcp batch_embeddinggenerate_embeddinggpu_info+22 | 25 | 2025-06-18+ | 47/100 | F |
| 24 | openbridge-mcp openbridge/openbridge-mcp cancel_subscriptioncreate_jobcreate_subscription+25 | 28 | 2026-07-28+ | 47/100 | F |
| 25 | CensusChat hollandkevint/CensusChat calculate_medicare_eligibilityexecute_drill_down_queryexecute_query+7 | 10 | <=2025-11-25 | 46/100 | F |
| 26 | LangAlpha ginlix-ai/LangAlpha Read | 1 | 2026-07-28+ | 46/100 | F |
| 27 | c2sagent C2SAgent/c2sagent answer_with_server_code_streamingask_agentcall_tool+14 | 17 | 2026-07-28+ | 46/100 | F |
| 28 | mcp-research-server hanzdi/mcp-research-server compare_documentsextract_citationsget_document_metadata+6 | 9 | <=2025-11-25 | 46/100 | F |
| 29 | mcp-servers neutree-ai/mcp-servers convert-hf-model-to-cataloggenerate-controllergenerate-resource-type-file+2 | 5 | <=2025-11-25 | 46/100 | F |
| 30 | Omni-Scrape-AI Muhammad-Raisul-Maharub/Omni-Scrape-AI extract_social_linksextract_structured_dataextract_web_animations+8 | 11 | <=2025-11-25 | 45/100 | F |
| 31 | arxiv-research-mcp borderlessboy/arxiv-research-mcp arxiv_cache_managementarxiv_researchclear_cache+2 | 5 | <=2025-11-25 | 45/100 | F |
| 32 | mcp-context-forge IBM/mcp-context-forge add_edgeadd_nodeanalyze_data+8 | 11 | 2026-07-28+ | 45/100 | F |
| 33 | mcp-local-analyst fabiothiroki/mcp-local-analyst query_database | 1 | 2026-07-28+ | 45/100 | F |
| 34 | MCP-LOCAL-SERVER Jorge162017/MCP-LOCAL-SERVER data_profilellm_chatnotes_add+8 | 11 | <=2025-11-25 | 44/100 | F |
| 35 | marmot marmotdata/marmot | 0 | 2026-07-28+ | 44/100 | F |
| 36 | mcp-featurestore slavadubrov/mcp-featurestore get_featurelist_featuresstore_feature | 3 | 2026-07-28+ | 44/100 | F |
| 37 | oauth2-authorization-server musabbozkurt/oauth2-authorization-server generateScriptsmigrateweather | 3 | 2026-07-28+ | 44/100 | F |
| 38 | opengenes-mcp longevity-genie/opengenes-mcp opengenes_db_queryopengenes_example_queriesopengenes_get_schema_info | 3 | <=2025-11-25 | 43/100 | F |
| 39 | mcp-langgraph shaheerzaman/mcp-langgraph dataflow_create_new_projectdataflow_load_datadataflow_query_data+2 | 5 | 2026-07-28+ | 42/100 | F |
| 40 | DataMaster-MCP szqshan/DataMaster-MCP analyze_dataapi_data_previewconnect_data_source+11 | 14 | <=2025-11-25 | 41/100 | F |
| 41 | deepsql DeepSQLAI/deepsql analyze_connection_patternsanalyze_query_patternsanalyze_query_plans+22 | 25 | 2026-07-28+ | 41/100 | F |
| 42 | MCP-servers Ankit0200/MCP-servers generate_chartread_tableread_table+2 | 5 | 2026-07-28+ | 40/100 | F |
| 43 | trifle-cli trifle-io/trifle-cli auth_loginauth_meauth_signup+17 | 20 | 2026-07-28+ | 39/100 | F |
| 44 | pipelane-server shiveshnavin/pipelane-server PipelanePipelaneExecutionPipetask+12 | 15 | 2026-07-28+ | 38/100 | F |
| 45 | atlas picselliahq/atlas get_annotation_metadata_dataframeget_dataset_dataframeretrieve_dataset_analysis_dictionnary_tool | 3 | 2026-07-28+ | 37/100 | F |
| 46 | chicory chicoryai/chicory query_bigqueryquery_databricksquery_postgresql+1 | 4 | 2026-07-28+ | 37/100 | F |
| 47 | mcpServer gauthiii/mcpServer addget_current_dateget_date_time+14 | 17 | 2026-07-28+ | 37/100 | F |
| 48 | mcp-kafka RichardDally/mcp-kafka count_actionget_usage_metrics | 2 | <=2025-11-25 | 34/100 | F |
| 49 | MCP_servers_and_a2a_utils anjijava16/MCP_servers_and_a2a_utils entity_extraction_and_graph_creation | 1 | 2026-07-28+ | 33/100 | F |
| 50 | Full_Stack_AI_with_Python SAKET-SK/Full_Stack_AI_with_Python get_weathertranslate_to_frenchtranslate_to_spanish | 3 | 2026-07-28+ | 32/100 | F |